How does Random Forest interact with ensemble diversity saturation?

Beyond a point, adding trees no longer increases diversity significantly.

Initially, adding trees increases diversity due to bootstrap variation. However, as the ensemble grows, the distribution of tree types stabilizes, and marginal diversity gain diminishes. This leads to saturation where additional trees only reduce variance marginally.